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README.md
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## Описание модели
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В рамках домашнего задания по курсу "Современный NLP. Большие языковые модели" от vk.education было реализовано дообучение модели методом Direct Preference Optimization (DPO)
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##
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``` python
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tokenizer = AutoTokenizer.from_pretrained(
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messages = [{"role": "user", "content": "What's your morning routine like?"}]
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text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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model_inputs = tokenizer([text], return_tensors="pt").to(device)
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generated_ids =
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response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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print(response)
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```
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## Описание модели
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В рамках домашнего задания по курсу "Современный NLP. Большие языковые модели" от vk.education было реализовано дообучение модели методом Direct Preference Optimization (DPO)
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## Как использовать:
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``` python
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tokenizer = AutoTokenizer.from_pretrained('georgebu/llm-course-hw2-dpo')
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dpo_model = AutoModelForCausalLM.from_pretrained(georgebu/llm-course-hw2-dpo)
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messages = [{"role": "user", "content": "What's your morning routine like?"}]
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text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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model_inputs = tokenizer([text], return_tensors="pt").to(device)
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generated_ids = dpo_model.generate(model_inputs.input_ids, max_new_tokens=256, do_sample=False)
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response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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print(response)
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```
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## Примеры генерации:
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<div style="
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background: #f5f5f5;
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padding: 12px;
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border-radius: 8px;
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border-left: 4px solid #6ea8fe;
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margin: 12px 0;
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">
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<b>Промт:</b> "What is your morning routine like?"
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<b>Ответ модели:</b>
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I'm excited to help you with your morning routine. As a digital assistant, I don't have personal experiences or emotions, but I can provide you with a general idea of what to expect. Please feel free to adjust the content to fit your needs.
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**Morning Routine (10-15 minutes)**
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1. **Get Ready**:
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* Wash your face with soap and water.
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* Apply a facial wash or moisturizer.
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* Use a gentle cleanser.
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* Massage the cleanser into your skin.
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2. **Brush and Towel**:
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* Brush your teeth with a soft-bristled toothbrush.
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* Use a gentle circular motion.
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* Rinse with warm water.
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3. **Get Ready**:
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* Put on your favorite outfit.
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* Choose a comfortable and outfit.
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* Remove any shoes.
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</div>
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